{"id":"W1827797309","doi":"10.1109/hcc.2001.995275","title":"A testing methodology for a dataflow based visual programming language","year":2002,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Dataflow; Computer science; Dataflow architecture; Programming language; Testability; Control flow; Reliability engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007774333,0.0001102365,0.0001460637,0.0001079459,0.000113395,0.0001226765,0.000529182,0.00005278555,0.00001314715],"category_scores_gemma":[0.003747443,0.00009826629,0.00004570668,0.0003833805,0.00002675627,0.0001587963,0.0001320694,0.00007681593,0.00001180603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001629388,"about_ca_system_score_gemma":0.00001890422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008709611,"about_ca_topic_score_gemma":0.000003442613,"domain_scores_codex":[0.9989587,0.0000911766,0.0001611869,0.0003584087,0.0001118272,0.0003186922],"domain_scores_gemma":[0.9963565,0.00303996,0.00006171656,0.0004036115,0.00007643479,0.00006179926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001701542,0.00007767252,0.0009710101,0.00002711684,0.000004824854,0.00001443021,0.0002461431,0.000007357144,0.001051688,0.001125516,0.007647736,0.9888248],"study_design_scores_gemma":[0.0002654947,0.0003123707,0.0001110424,0.0000326218,0.000006349843,0.0000361026,0.000008337191,0.9900489,0.00404256,0.002879481,0.002049577,0.0002070906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001546683,0.0000587194,0.9829895,0.0003049056,0.00007418048,0.0002381262,0.000001154067,0.01429784,0.000488923],"genre_scores_gemma":[0.07457126,9.647913e-8,0.9244277,0.0006827815,0.00005283692,0.0001016779,0.00000276864,0.00001143425,0.0001494196],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9900416,"threshold_uncertainty_score":0.448631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1960462470480535,"score_gpt":0.3745574388405501,"score_spread":0.1785111917924967,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}